{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 188,
   "id": "291f9c1a",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np # linear algebra\n",
    "import pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n",
    "\n",
    "# Input data files are available in the read-only \"../input/\" directory\n",
    "# For example, running this (by clicking run or pressing Shift+Enter) will list all files under the input directory\n",
    "\n",
    "import os\n",
    "for dirname, _, filenames in os.walk('/kaggle/input'):\n",
    "    for filename in filenames:\n",
    "        print(os.path.join(dirname, filename))\n",
    "        \n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from sklearn import preprocessing\n",
    "import xgboost as xgb\n",
    "from sklearn.preprocessing import LabelEncoder\n",
    "\n",
    "#https://www.kaggle.com/competitions/dont-overfit-ii/"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ba1dd154",
   "metadata": {},
   "source": [
    "## githun link: \n",
    "https://github.com/carsonxie/Machine-Learning-Projects/tree/main/c2%20Unsupervised%20Learning%20method\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 189,
   "id": "0921af75",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train shape :  (250, 302)\n"
     ]
    }
   ],
   "source": [
    "train_df = pd.read_csv(\"train2.csv\")\n",
    "# #test_df = pd.read_csv(\"../input/test.csv\")\n",
    "print(\"Train shape : \", train_df.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "47f0ffe5",
   "metadata": {},
   "source": [
    "# Notebook outline:\n",
    "\n",
    "### 1. data cleaning\n",
    "the data is clean, but label are inbalance, over sampleing method need to be used.\n",
    "### 2. EDA\n",
    "### 3. Apply dimension reduction\n",
    "choose k\n",
    "### 4. Build unsupervised learning model\n",
    "Kmeans and AgglomerativeClustering\n",
    "### 5. Build supervised learning model and compare result.\n",
    "random forest and logistic regression."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 190,
   "id": "90dc4b05",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>target</th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "      <th>6</th>\n",
       "      <th>7</th>\n",
       "      <th>8</th>\n",
       "      <th>...</th>\n",
       "      <th>290</th>\n",
       "      <th>291</th>\n",
       "      <th>292</th>\n",
       "      <th>293</th>\n",
       "      <th>294</th>\n",
       "      <th>295</th>\n",
       "      <th>296</th>\n",
       "      <th>297</th>\n",
       "      <th>298</th>\n",
       "      <th>299</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.067</td>\n",
       "      <td>-1.114</td>\n",
       "      <td>-0.616</td>\n",
       "      <td>0.376</td>\n",
       "      <td>1.090</td>\n",
       "      <td>0.467</td>\n",
       "      <td>-0.422</td>\n",
       "      <td>0.460</td>\n",
       "      <td>-0.443</td>\n",
       "      <td>...</td>\n",
       "      <td>0.220</td>\n",
       "      <td>-0.339</td>\n",
       "      <td>0.254</td>\n",
       "      <td>-0.179</td>\n",
       "      <td>0.352</td>\n",
       "      <td>0.125</td>\n",
       "      <td>0.347</td>\n",
       "      <td>0.436</td>\n",
       "      <td>0.958</td>\n",
       "      <td>-0.824</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.831</td>\n",
       "      <td>0.271</td>\n",
       "      <td>1.716</td>\n",
       "      <td>1.096</td>\n",
       "      <td>1.731</td>\n",
       "      <td>-0.197</td>\n",
       "      <td>1.904</td>\n",
       "      <td>-0.265</td>\n",
       "      <td>0.557</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.765</td>\n",
       "      <td>-0.735</td>\n",
       "      <td>-1.158</td>\n",
       "      <td>2.554</td>\n",
       "      <td>0.856</td>\n",
       "      <td>-1.506</td>\n",
       "      <td>0.462</td>\n",
       "      <td>-0.029</td>\n",
       "      <td>-1.932</td>\n",
       "      <td>-0.343</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.099</td>\n",
       "      <td>1.390</td>\n",
       "      <td>-0.732</td>\n",
       "      <td>-1.065</td>\n",
       "      <td>0.005</td>\n",
       "      <td>-0.081</td>\n",
       "      <td>-1.450</td>\n",
       "      <td>0.317</td>\n",
       "      <td>-0.624</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.311</td>\n",
       "      <td>0.799</td>\n",
       "      <td>-1.001</td>\n",
       "      <td>1.544</td>\n",
       "      <td>0.575</td>\n",
       "      <td>-0.309</td>\n",
       "      <td>-0.339</td>\n",
       "      <td>-0.148</td>\n",
       "      <td>-0.646</td>\n",
       "      <td>0.725</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1.0</td>\n",
       "      <td>-0.989</td>\n",
       "      <td>-0.916</td>\n",
       "      <td>-1.343</td>\n",
       "      <td>0.145</td>\n",
       "      <td>0.543</td>\n",
       "      <td>0.636</td>\n",
       "      <td>1.127</td>\n",
       "      <td>0.189</td>\n",
       "      <td>-0.118</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.370</td>\n",
       "      <td>1.093</td>\n",
       "      <td>0.596</td>\n",
       "      <td>-0.589</td>\n",
       "      <td>-0.649</td>\n",
       "      <td>-0.163</td>\n",
       "      <td>-0.958</td>\n",
       "      <td>-1.081</td>\n",
       "      <td>0.805</td>\n",
       "      <td>3.401</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.811</td>\n",
       "      <td>-1.509</td>\n",
       "      <td>0.522</td>\n",
       "      <td>-0.360</td>\n",
       "      <td>-0.220</td>\n",
       "      <td>-0.959</td>\n",
       "      <td>0.334</td>\n",
       "      <td>-0.566</td>\n",
       "      <td>-0.656</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.178</td>\n",
       "      <td>0.718</td>\n",
       "      <td>-1.017</td>\n",
       "      <td>1.249</td>\n",
       "      <td>-0.596</td>\n",
       "      <td>-0.445</td>\n",
       "      <td>1.751</td>\n",
       "      <td>1.442</td>\n",
       "      <td>-0.393</td>\n",
       "      <td>-0.643</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 301 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   target      0      1      2      3      4      5      6      7      8  ...  \\\n",
       "0     1.0 -1.067 -1.114 -0.616  0.376  1.090  0.467 -0.422  0.460 -0.443  ...   \n",
       "1     0.0 -0.831  0.271  1.716  1.096  1.731 -0.197  1.904 -0.265  0.557  ...   \n",
       "2     0.0  0.099  1.390 -0.732 -1.065  0.005 -0.081 -1.450  0.317 -0.624  ...   \n",
       "3     1.0 -0.989 -0.916 -1.343  0.145  0.543  0.636  1.127  0.189 -0.118  ...   \n",
       "4     0.0  0.811 -1.509  0.522 -0.360 -0.220 -0.959  0.334 -0.566 -0.656  ...   \n",
       "\n",
       "     290    291    292    293    294    295    296    297    298    299  \n",
       "0  0.220 -0.339  0.254 -0.179  0.352  0.125  0.347  0.436  0.958 -0.824  \n",
       "1 -0.765 -0.735 -1.158  2.554  0.856 -1.506  0.462 -0.029 -1.932 -0.343  \n",
       "2 -1.311  0.799 -1.001  1.544  0.575 -0.309 -0.339 -0.148 -0.646  0.725  \n",
       "3 -1.370  1.093  0.596 -0.589 -0.649 -0.163 -0.958 -1.081  0.805  3.401  \n",
       "4 -0.178  0.718 -1.017  1.249 -0.596 -0.445  1.751  1.442 -0.393 -0.643  \n",
       "\n",
       "[5 rows x 301 columns]"
      ]
     },
     "execution_count": 190,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_df.drop(['id'],axis=1,inplace=True)\n",
    "train_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b1c9e44e",
   "metadata": {},
   "source": [
    "## EDA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "0ba19f69",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.0    183\n",
      "1.0     67\n",
      "Name: target, dtype: int64\n",
      "Class 0 are 173.0 % more than class 1\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "count = train_df.target.value_counts()\n",
    "sns.barplot(x=count.index, y=count)\n",
    "print(count)\n",
    "plt.ylabel(\"Count\")\n",
    "plt.xlabel(\"Class type\")\n",
    "print('Class 0 are', 100*round((count[0]-count[1])/count[1],2), '% more than class 1')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9bcf362d",
   "metadata": {},
   "source": [
    "Mean value of all features, somehow normal"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "fdd1b0ba",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "train_df[train_df.columns[2:]].mean().plot(kind='hist')\n",
    "plt.title('Distribution of means of all columns')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6f39a145",
   "metadata": {},
   "source": [
    "Correlation plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "efec820b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 792x648 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "first = train_df.iloc[:,1:50]\n",
    "corr = first.corr()\n",
    "\n",
    "#mask for upper triangle in plot\n",
    "mask = np.triu(np.ones_like(corr, dtype=bool))\n",
    "\n",
    "\n",
    "f, ax = plt.subplots(figsize=(11, 9))\n",
    "cmap = sns.diverging_palette(230, 20, as_cmap=True)\n",
    "\n",
    "sns.heatmap(corr, mask=mask, cmap=cmap, vmax=0.5, center=0,\n",
    "            linewidths=.5,cbar_kws={\"shrink\": .5})"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "36f452ef",
   "metadata": {},
   "source": [
    "Plot top 20 strongest corr features "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "id": "29736c21",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x648 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(5, 9))\n",
    "heatmap = sns.heatmap(train_df.corr()[['target']].sort_values(by='target', ascending=False)[:10], \n",
    "                      vmin=-0.5, vmax=0.5, annot=True, cmap='BrBG')\n",
    "\n",
    "heatmap.set_title('Features Correlating with Sales Price', fontdict={'fontsize':18}, pad=16);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "id": "fcf19b22",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x648 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# top negative corrlatino\n",
    "plt.figure(figsize=(5, 9))\n",
    "heatmap = sns.heatmap(train_df.corr()[['target']].sort_values(by='target', ascending=True)[:10], \n",
    "                      vmin=-0.5, vmax=0.5, annot=True, cmap='BrBG')\n",
    "\n",
    "heatmap.set_title('Features Correlating with Sales Price', fontdict={'fontsize':18}, pad=16);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "id": "a2b300d7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1260x1260 with 56 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(train_df.iloc[:,50:57], diag_kind='kde')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "675bc2c7",
   "metadata": {},
   "source": [
    "## PCA "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 191,
   "id": "31cd214b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "139"
      ]
     },
     "execution_count": 191,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.decomposition import PCA\n",
    "\n",
    "pca = PCA(n_components=250)\n",
    "X_reduced = pca.fit_transform(train_df.drop(['target'],axis=1))\n",
    "\n",
    "#pca.explained_variance_ratio_\n",
    "cumsum = np.cumsum(pca.explained_variance_ratio_)\n",
    "d = np.argmax(cumsum >= 0.9) + 1\n",
    "d"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 192,
   "id": "71474610",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "xx = range(cumsum.shape[0])\n",
    "plt.plot(xx, cumsum)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 206,
   "id": "30a3c4c1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(250, 139)\n"
     ]
    }
   ],
   "source": [
    "# reduce to 139 features\n",
    "pca = PCA(n_components=139)\n",
    "X_reduced = pca.fit_transform(train_df.drop(['target'],axis=1))\n",
    "train_pca = pd.DataFrame(X_reduced)\n",
    "print(train_pca.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "74f0c415",
   "metadata": {},
   "source": [
    "## Build unsupervised learning model on both dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 207,
   "id": "19ee47dd",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(200, 300)\n",
      "(50, 300)\n",
      "(200, 139)\n",
      "(50, 139)\n"
     ]
    }
   ],
   "source": [
    "# train test split\n",
    "from sklearn.model_selection import train_test_split\n",
    "X_train, X_test, y_train, y_test = train_test_split(\n",
    "    train_df.drop(['target'],axis=1), train_df.target, \n",
    "    test_size=0.2, random_state=42)\n",
    "\n",
    "print(X_train.shape)\n",
    "print(X_test.shape)\n",
    "train = train_df.drop(['target'],axis=1)\n",
    "\n",
    "#pca data\n",
    "X_train_p, X_test_p, y_train_p, y_test_p = train_test_split(\n",
    "    train_pca, train_df.target, \n",
    "    test_size=0.2, random_state=42)\n",
    "\n",
    "print(X_train_p.shape)\n",
    "print(X_test_p.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 208,
   "id": "58e4a549",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\carso\\AppData\\Local\\Temp/ipykernel_24048/4016078246.py:2: PerformanceWarning: DataFrame is highly fragmented.  This is usually the result of calling `frame.insert` many times, which has poor performance.  Consider joining all columns at once using pd.concat(axis=1) instead.  To get a de-fragmented frame, use `newframe = frame.copy()`\n",
      "  train_pca[i+600] = train.iloc[:,i-1]\n"
     ]
    }
   ],
   "source": [
    "for i in range(1, 130):\n",
    "    train_pca[i+600] = train.iloc[:,i-1]\n",
    "    \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 209,
   "id": "eacd57d6",
   "metadata": {},
   "outputs": [
    {
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       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 268 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        0         1         2         3         4         5         6    \\\n",
       "0  0.828771 -3.107156  0.138134 -0.667622  1.344234  2.255178 -1.793096   \n",
       "1 -1.705791 -0.581743  0.185615  5.672489  1.544129  1.578285 -2.086984   \n",
       "2 -0.798465 -0.768648 -0.256305 -1.618627 -0.922349 -1.859134  0.088064   \n",
       "3  2.461253 -0.200618  0.867868 -0.429795  0.547376  4.457454  0.600880   \n",
       "4 -3.015808  3.133484 -3.590135 -0.129154 -3.225399 -2.581781 -1.000008   \n",
       "\n",
       "        7         8         9    ...    720    721    722    723    724  \\\n",
       "0  0.636150 -0.039398  0.550204  ...  0.885  0.044 -1.131 -1.576  0.616   \n",
       "1 -0.060767 -1.508625 -2.094737  ...  1.883 -0.292 -0.849 -0.453  0.894   \n",
       "2  1.896174  0.991520 -1.680238  ... -0.645  0.331  0.052 -0.323 -1.327   \n",
       "3  0.104095 -2.332072  1.948321  ...  1.241  0.168  0.717  1.854  0.793   \n",
       "4 -3.301716  1.102771  0.885133  ... -0.897  0.657 -1.072  1.149  0.045   \n",
       "\n",
       "     725    726    727    728    729  \n",
       "0  1.957 -0.518  1.494  1.573 -0.484  \n",
       "1  0.339  2.095  0.336  1.290  0.057  \n",
       "2 -0.546  0.799  0.649  0.016 -0.723  \n",
       "3  0.067 -1.493 -0.723  0.816  1.035  \n",
       "4  1.159 -0.439 -0.763 -0.815 -1.277  \n",
       "\n",
       "[5 rows x 268 columns]"
      ]
     },
     "execution_count": 209,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_pca.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8d3faff7",
   "metadata": {},
   "source": [
    "k means"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 210,
   "id": "79278bdd",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "mean score before PCA: 0.49387755102040815, std:0.00467520687780454\n",
      "mean score after PCA: 0.49518367346938774, std:0.0044890537419975795\n"
     ]
    }
   ],
   "source": [
    "from sklearn.cluster import KMeans\n",
    "from sklearn.model_selection import cross_val_score\n",
    "\n",
    "kmeans = KMeans(n_clusters=2, random_state=0)\n",
    "\n",
    "cv1 = cross_val_score(kmeans, X=train, y=train_df.target, \n",
    "                      scoring='rand_score', cv=5)\n",
    "\n",
    "cv2 = cross_val_score(kmeans, X=train_pca, y=train_df.target, \n",
    "                      scoring='rand_score', cv=5)\n",
    "\n",
    "print(f'mean score before PCA: {np.mean(cv1)}, std:{np.std(cv1)}')\n",
    "print(f'mean score after PCA: {np.mean(cv2)}, std:{np.std(cv2)}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 211,
   "id": "22c1ff25",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.49812048192771086\n",
      "0.503421686746988\n"
     ]
    }
   ],
   "source": [
    "from sklearn.cluster import AgglomerativeClustering\n",
    "from sklearn.metrics.cluster import rand_score\n",
    "from sklearn.metrics import accuracy_score\n",
    "\n",
    "clustering = AgglomerativeClustering(n_clusters=2)\n",
    "\n",
    "clustering = AgglomerativeClustering().fit(train)\n",
    "print(rand_score(clustering.labels_ ,train_df.target))\n",
    "\n",
    "clustering2 = AgglomerativeClustering().fit(train_pca)\n",
    "print(rand_score(clustering2.labels_ ,train_df.target))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6655ce02",
   "metadata": {},
   "source": [
    "## Build supervised learning model and compare result."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 212,
   "id": "2e4d2c69",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "mean score before PCA: 0.76, std: 0.0551\n",
      "mean score after PCA: 0.7, std: 0.0219\n",
      "rand score for comparsion: 0.634, std: 0.0584\n"
     ]
    }
   ],
   "source": [
    "from sklearn.linear_model import LogisticRegression\n",
    "\n",
    "model = LogisticRegression(penalty='l1',solver='liblinear',C=0.2)\n",
    "\n",
    "cv1 = cross_val_score(model, X=train, y=train_df.target, \n",
    "                      scoring='accuracy', cv=5)\n",
    "\n",
    "cv2 = cross_val_score(model, X=train_pca, y=train_df.target, \n",
    "                      scoring='accuracy', cv=5)\n",
    "\n",
    "cv3 = cross_val_score(model, X=train, y=train_df.target, \n",
    "                      scoring='rand_score', cv=5)\n",
    "\n",
    "print(f'mean score before PCA: {round(np.mean(cv1),4)}, std: {round(np.std(cv1),4)}')\n",
    "print(f'mean score after PCA: {round(np.mean(cv2),4)}, std: {round(np.std(cv2),4)}')\n",
    "print(f'rand score for comparsion: {round(np.mean(cv3),4)}, std: {round(np.std(cv3),4)}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 213,
   "id": "5af96a17",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "mean score before PCA: 0.732, std: 0.0098\n",
      "mean score after PCA: 0.732, std: 0.0098\n"
     ]
    }
   ],
   "source": [
    "from sklearn.ensemble import RandomForestClassifier\n",
    "\n",
    "\n",
    "model = RandomForestClassifier(max_depth=3)\n",
    "\n",
    "cv1 = cross_val_score(model, X=train, y=train_df.target, \n",
    "                      scoring='accuracy', cv=5)\n",
    "\n",
    "cv2 = cross_val_score(model, X=train_pca, y=train_df.target, \n",
    "                      scoring='accuracy', cv=5)\n",
    "\n",
    "print(f'mean score before PCA: {round(np.mean(cv1),4)}, std: {round(np.std(cv1),4)}')\n",
    "print(f'mean score after PCA: {round(np.mean(cv2),4)}, std: {round(np.std(cv2),4)}')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2971d1c5",
   "metadata": {},
   "source": [
    "### Result analysis: \n",
    "\n",
    "1. To find the k-value, we set explained  variance to a large value(250) and find the 'elow' point is around 130, so k=139 is choosen with 95% explained variance.\n",
    "\n",
    "2. For KMeans model, it report 0.495 rand score on testset, and PCA has slightly improve the score.\n",
    "\n",
    "3. For LogisticRegression and RandomForestClassifier, PCA decrease the score on logistic regression, and performe the same in random forest."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "582bbc89",
   "metadata": {},
   "source": [
    "## Conclusion:\n",
    "1. Takeaways: In this dataset, PCA can help increase score on kmeans algorithm\n",
    "2. Thing that did not work: PCA on supervised method has no improvement.\n",
    "3. Future improvement: Try different dataset to find out what type of dataset that PCA can improve supervised model score."
   ]
  }
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